{"id":"W2300461369","doi":"10.5539/jel.v5n2p129","title":"Using Generic Inductive Approach in Qualitative Educational Research: A Case Study Analysis","year":2016,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Social Development and Education Research","field":"Social Sciences","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Qualitative research; Inductive method; Educational research; Qualitative analysis; Mathematics education; Inductive reasoning; Quality (philosophy); Computer science; Empirical research; Psychology; Teaching method; Sociology; Epistemology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0085787,0.00005727347,0.0001598573,0.001366239,0.0007464141,0.00009756895,0.0001039475,0.00004984208,0.0003012618],"category_scores_gemma":[0.003181607,0.00004380857,0.00004446621,0.002367066,0.0001998751,0.0003671335,0.00002203822,0.0003842436,0.000003166394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004760236,"about_ca_system_score_gemma":0.003207154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005188175,"about_ca_topic_score_gemma":0.0006913927,"domain_scores_codex":[0.9950201,0.003770234,0.0003169404,0.0001398143,0.0005423689,0.0002105695],"domain_scores_gemma":[0.9971054,0.001487339,0.0002233661,0.00004838334,0.000979026,0.0001564864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008532646,0.0005114868,0.406552,0.00000239543,0.00008689515,0.000003113633,0.5840234,0.00001339511,0.00003351817,0.0008478328,0.0001522315,0.007765157],"study_design_scores_gemma":[0.0001679459,0.00004159362,0.1160313,0.00001573976,0.00002899094,0.00001765486,0.8820674,0.00001083306,8.353414e-7,0.0005002711,0.00105953,0.00005792614],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942236,0.0001415542,0.0001829999,0.002356807,0.0002248785,0.0001561202,1.470187e-7,0.000001928762,0.00271195],"genre_scores_gemma":[0.9938061,0.00005540084,0.002632878,0.00001658914,0.0004373347,0.0000146003,5.349116e-7,0.000004861021,0.003031651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.298044,"threshold_uncertainty_score":0.7843004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5627251642143853,"score_gpt":0.6063069154961942,"score_spread":0.04358175128180886,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}